{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:2M3UNY7HO7LIHRQUZK46A32EXX","short_pith_number":"pith:2M3UNY7H","canonical_record":{"source":{"id":"2411.18288","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-27T12:18:39Z","cross_cats_sorted":[],"title_canon_sha256":"a02edfcc3b6da0b29d8137836f73d00898b182bb799e528b0d486d9e45b57a07","abstract_canon_sha256":"eb235583e6d9605f8d4adeff14e95cc809ec4fb90d0ecb082868b83fc5db3c1f"},"schema_version":"1.0"},"canonical_sha256":"d33746e3e777d683c614cab9e06f44bdd48903a3a55e41a23db0f181e12bc41f","source":{"kind":"arxiv","id":"2411.18288","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.18288","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"arxiv_version","alias_value":"2411.18288v1","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.18288","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"pith_short_12","alias_value":"2M3UNY7HO7LI","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"pith_short_16","alias_value":"2M3UNY7HO7LIHRQU","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"pith_short_8","alias_value":"2M3UNY7H","created_at":"2026-07-05T09:41:14Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:2M3UNY7HO7LIHRQUZK46A32EXX","target":"record","payload":{"canonical_record":{"source":{"id":"2411.18288","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-27T12:18:39Z","cross_cats_sorted":[],"title_canon_sha256":"a02edfcc3b6da0b29d8137836f73d00898b182bb799e528b0d486d9e45b57a07","abstract_canon_sha256":"eb235583e6d9605f8d4adeff14e95cc809ec4fb90d0ecb082868b83fc5db3c1f"},"schema_version":"1.0"},"canonical_sha256":"d33746e3e777d683c614cab9e06f44bdd48903a3a55e41a23db0f181e12bc41f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:41:14.432602Z","signature_b64":"lKDnvMGauihafi+TMH3FgvMARF/5HGLx9COo86FxxoEfKSIOGAV1uDbhHclaya0Lo9H9bszJNJx/F/tF3mWGDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d33746e3e777d683c614cab9e06f44bdd48903a3a55e41a23db0f181e12bc41f","last_reissued_at":"2026-07-05T09:41:14.432098Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:41:14.432098Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.18288","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:41:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"iGkOtsmEgtRmoCXNd1aSfpyi4DJ7hXs6w3b7aO4HY5Cts75NkYhrw5CR07v2wLP1ResJcTaRU6GKowedlmjCAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T20:53:44.218004Z"},"content_sha256":"0ee7b6c3ace4a84353f1bedc4be4a6b23d8a6cd9bb29321fcf9119133875f27f","schema_version":"1.0","event_id":"sha256:0ee7b6c3ace4a84353f1bedc4be4a6b23d8a6cd9bb29321fcf9119133875f27f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:2M3UNY7HO7LIHRQUZK46A32EXX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Optimizing Multispectral Object Detection: A Bag of Tricks and Comprehensive Benchmarks","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Chen Zhou, Junfeng Fang, Kun Wang, Peng Cheng, Xiaochun Cao, Xiaojun Jia, Yanyan Xu, Yibo Yan, Yifan Zhang","submitted_at":"2024-11-27T12:18:39Z","abstract_excerpt":"Multispectral object detection, utilizing RGB and TIR (thermal infrared) modalities, is widely recognized as a challenging task. It requires not only the effective extraction of features from both modalities and robust fusion strategies, but also the ability to address issues such as spectral discrepancies, spatial misalignment, and environmental dependencies between RGB and TIR images. These challenges significantly hinder the generalization of multispectral detection systems across diverse scenarios. Although numerous studies have attempted to overcome these limitations, it remains difficult"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.18288","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2411.18288/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:41:14Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bz2OwmhCswAJJGZkNDln1dIKs/9zC3vSag17igHR4540E+1C6dGHHG3cIsmJiXLz+2IMwN5YPe3hApjgTb6yBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T20:53:44.218581Z"},"content_sha256":"1b842ddac8546cb3e919c47218bf7771e0bf572cb2740cd33432641fe9782e69","schema_version":"1.0","event_id":"sha256:1b842ddac8546cb3e919c47218bf7771e0bf572cb2740cd33432641fe9782e69"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/2M3UNY7HO7LIHRQUZK46A32EXX/bundle.json","state_url":"https://pith.science/pith/2M3UNY7HO7LIHRQUZK46A32EXX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/2M3UNY7HO7LIHRQUZK46A32EXX/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-08T20:53:44Z","links":{"resolver":"https://pith.science/pith/2M3UNY7HO7LIHRQUZK46A32EXX","bundle":"https://pith.science/pith/2M3UNY7HO7LIHRQUZK46A32EXX/bundle.json","state":"https://pith.science/pith/2M3UNY7HO7LIHRQUZK46A32EXX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/2M3UNY7HO7LIHRQUZK46A32EXX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:2M3UNY7HO7LIHRQUZK46A32EXX","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"eb235583e6d9605f8d4adeff14e95cc809ec4fb90d0ecb082868b83fc5db3c1f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-27T12:18:39Z","title_canon_sha256":"a02edfcc3b6da0b29d8137836f73d00898b182bb799e528b0d486d9e45b57a07"},"schema_version":"1.0","source":{"id":"2411.18288","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.18288","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"arxiv_version","alias_value":"2411.18288v1","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.18288","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"pith_short_12","alias_value":"2M3UNY7HO7LI","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"pith_short_16","alias_value":"2M3UNY7HO7LIHRQU","created_at":"2026-07-05T09:41:14Z"},{"alias_kind":"pith_short_8","alias_value":"2M3UNY7H","created_at":"2026-07-05T09:41:14Z"}],"graph_snapshots":[{"event_id":"sha256:1b842ddac8546cb3e919c47218bf7771e0bf572cb2740cd33432641fe9782e69","target":"graph","created_at":"2026-07-05T09:41:14Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2411.18288/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Multispectral object detection, utilizing RGB and TIR (thermal infrared) modalities, is widely recognized as a challenging task. It requires not only the effective extraction of features from both modalities and robust fusion strategies, but also the ability to address issues such as spectral discrepancies, spatial misalignment, and environmental dependencies between RGB and TIR images. These challenges significantly hinder the generalization of multispectral detection systems across diverse scenarios. Although numerous studies have attempted to overcome these limitations, it remains difficult","authors_text":"Chen Zhou, Junfeng Fang, Kun Wang, Peng Cheng, Xiaochun Cao, Xiaojun Jia, Yanyan Xu, Yibo Yan, Yifan Zhang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-27T12:18:39Z","title":"Optimizing Multispectral Object Detection: A Bag of Tricks and Comprehensive Benchmarks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.18288","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:0ee7b6c3ace4a84353f1bedc4be4a6b23d8a6cd9bb29321fcf9119133875f27f","target":"record","created_at":"2026-07-05T09:41:14Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"eb235583e6d9605f8d4adeff14e95cc809ec4fb90d0ecb082868b83fc5db3c1f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-11-27T12:18:39Z","title_canon_sha256":"a02edfcc3b6da0b29d8137836f73d00898b182bb799e528b0d486d9e45b57a07"},"schema_version":"1.0","source":{"id":"2411.18288","kind":"arxiv","version":1}},"canonical_sha256":"d33746e3e777d683c614cab9e06f44bdd48903a3a55e41a23db0f181e12bc41f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d33746e3e777d683c614cab9e06f44bdd48903a3a55e41a23db0f181e12bc41f","first_computed_at":"2026-07-05T09:41:14.432098Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:41:14.432098Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lKDnvMGauihafi+TMH3FgvMARF/5HGLx9COo86FxxoEfKSIOGAV1uDbhHclaya0Lo9H9bszJNJx/F/tF3mWGDg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:41:14.432602Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.18288","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0ee7b6c3ace4a84353f1bedc4be4a6b23d8a6cd9bb29321fcf9119133875f27f","sha256:1b842ddac8546cb3e919c47218bf7771e0bf572cb2740cd33432641fe9782e69"],"state_sha256":"7ff4cf9834512111a4371177f0aa4b8dbeea9a8f510893ee519972e8d6fb9e96"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"o8WLiB1tcEItgMwRPKQG/dw/FfxQAJc697Wnk1kygoeXI+Kp5EqvMxChjReB/V7tz1eDEAoFmPrJxDScCiqjDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T20:53:44.222079Z","bundle_sha256":"9636821a92cbf0c85ab584698d03aeb63f9a7c10ac3d078af1a1d4771f028d33"}}